{"id":"W3087200615","doi":"10.1016/j.catena.2020.104908","title":"Five millennia of human-environment interactions reconstructed from pedosedimentary archives of the Lac du Puy wetland (Corent, Fr.)","year":2020,"lang":"en","type":"article","venue":"CATENA","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Université Lumière Lyon 2; Conseil Régional d'Auvergne","keywords":"Phytolith; Geology; Bronze Age; Archaeology; Radiocarbon dating; Prehistory; Palynology; Wetland; Iron Age; Geoarchaeology; Plateau (mathematics); Sedimentary rock; Vegetation (pathology); Structural basin; Human settlement; Physical geography; Geography; Paleontology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004571677,0.00007974661,0.0001678347,0.0000316317,0.0001149523,0.000003444366,0.0002480274,0.00004196581,0.0044347],"category_scores_gemma":[0.00002575835,0.0000533959,0.00006870495,0.00006439698,0.0005076993,0.00004094206,0.00003993723,0.0002007142,0.00008969432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":5.182196e-7,"about_ca_system_score_gemma":0.00001871909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001252554,"about_ca_topic_score_gemma":0.001400701,"domain_scores_codex":[0.9992436,0.0001513275,0.0001980608,0.0001711598,0.00008952121,0.0001462862],"domain_scores_gemma":[0.9993853,0.0002784316,0.0001028394,0.0001522665,0.000008904366,0.00007223974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006376862,0.00001564986,0.9964096,0.00001286074,0.00005975261,0.000004414635,0.001123519,0.0000898626,0.001232821,0.00001420485,0.0004756523,0.0004979032],"study_design_scores_gemma":[0.0003285221,0.00009564932,0.9938977,0.00001546617,0.00002987978,0.0000086878,0.0005125059,0.0009435232,0.002655041,0.0006542127,0.0007978679,0.00006099532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940754,0.0003549635,0.00001111665,0.002213924,0.0001600342,0.0001175938,0.0002242026,0.000006808436,0.002836013],"genre_scores_gemma":[0.9992476,0.0001170782,0.0001403331,0.0001258162,0.00004631231,0.000001177219,0.0001952866,0.000001678896,0.0001246891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005172285,"threshold_uncertainty_score":0.9964754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369061078854791,"score_gpt":0.2196847997636399,"score_spread":0.1959941889750919,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}